Logistic Regression Call
Call:
glm(formula = ALF ~ ., family = binomial(), data = data)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.7556 -0.2877 -0.1186 -0.0567 3.3365
Coefficients: (2 not defined because of singularities)
Estimate Std. Error z value Pr(>|z|)
(Intercept) -9.396675 6.421020 -1.463 0.143351
Age 0.100535 0.008059 12.475 < 2e-16 ***
GenderM 0.807027 0.225349 3.581 0.000342 ***
Regionnorth -0.137729 0.207730 -0.663 0.507317
Regionsouth -0.749815 0.233432 -3.212 0.001318 **
Regionwest 0.203525 0.506213 0.402 0.687644
Weight 0.035653 0.038736 0.920 0.357359
Height 0.013835 0.037916 0.365 0.715209
`Body Mass Index` -0.049805 0.107545 -0.463 0.643288
ObesityYes 0.310330 0.239995 1.293 0.195987
Waist -0.029211 0.013665 -2.138 0.032545 *
`Maximum Blood Pressure` -0.005212 0.004019 -1.297 0.194677
`Minimum Blood Pressure` -0.002915 0.006160 -0.473 0.636078
`Good Cholesterol` -0.019025 0.005568 -3.417 0.000634 ***
`Bad Cholesterol` 0.003709 0.001868 1.986 0.047085 *
`Total Cholesterol` NA NA NA NA
Dyslipidemiadyslipidemic -0.284453 0.242445 -1.173 0.240689
PVDPVD 0.434711 0.224337 1.938 0.052653 .
`Source of Care`Governament Hospital 0.225315 0.351855 0.640 0.521936
`Source of Care`Never Counsulted -0.309488 0.399079 -0.776 0.438041
`Source of Care`Private Hospital -0.093020 0.178379 -0.521 0.602036
PoorVisionYes 0.016195 0.228484 0.071 0.943492
`Alcohol Consumption`Yes NA NA NA NA
HyperTensionYes 0.862701 0.194280 4.441 8.97e-06 ***
`Family HyperTension`Yes -0.017690 0.189742 -0.093 0.925720
DiabetesYes 0.655254 0.183158 3.578 0.000347 ***
`Family Diabetes`Yes -0.144095 0.159514 -0.903 0.366346
HepatitisYes 0.724168 0.194966 3.714 0.000204 ***
`Family Hepatitis`Yes 1.254273 0.497538 2.521 0.011703 *
`Chronic Fatigue`Yes 0.213003 0.283351 0.752 0.452213
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 2111.1 on 4320 degrees of freedom
Residual deviance: 1392.1 on 4293 degrees of freedom
AIC: 1448.1
Number of Fisher Scoring iterations: 7
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